{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "aaef085b",
   "metadata": {},
   "source": [
    "# 回顾\n",
    "\n",
    "## 数据整理\n",
    "> 1. 创建表数据结构\n",
    "> 2. 检查数据基本特征\n",
    "\n",
    "## 数据挖掘\n",
    "> 1. 数据分析\n",
    "> 2. 数据结论\n",
    "\n",
    "## 数据存储\n",
    "> 1. 批量化导出数据"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d402650e",
   "metadata": {},
   "source": [
    "# 本周内容（动态加载页面）\n",
    "\n",
    "## 实践 猎聘网站 \n",
    "> 1. 实现基本数据获取\n",
    "> 2. 实现岗位数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2dbe82a6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2245076591%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobKind%22%3A%221%22%7D', 'dataParams': '{\"userId\":\"e103def01abd83afbf9520562afc3297\",\"jobId\":\"45076591\",\"recruiterName\":\"谭女士\",\"imId\":\"ec9a36b9bba9733b063dfc1b00f6daab\",\"imUserType\":\"2\",\"jobKind\":\"1\",\"recruiterPhoto\":\"614bd971e16e7c5fcd618bb203u.jpg\"}', 'recruiter': {'recruiterName': '谭女士', 'recruiterTitle': '猎头顾问', 'imId': 'ec9a36b9bba9733b063dfc1b00f6daab', 'imUserType': '2', 'chatted': False, 'recruiterId': 'e103def01abd83afbf9520562afc3297', 'recruiterPhoto': '614bd971e16e7c5fcd618bb203u.jpg'}, 'comp': {'compName': '某上海世界500强上市公司', 'compStage': '已上市', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compScale': '10000人以上', 'compIndustry': '人工智能', 'link': ''}, 'job': {'labels': [], 'refreshTime': '20230512101910', 'dq': '上海', 'jobId': '45076591', 'advViewFlag': False, 'jobKind': '1', 'salary': '18-35k·15薪', 'title': 'Digital Product Manager 数字化产品经理', 'topJob': False, 'link': 'https://www.liepin.com/a/45076591.shtml', 'requireEduLevel': '本科及以上', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=36', 'requireWorkYears': '3-5年'}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2256880759%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobKind%22%3A%222%22%7D', 'dataParams': '{\"userId\":\"2ebffa63c40c1b0419ae7571864f2fce\",\"jobId\":\"56880759\",\"recruiterName\":\"王女士\",\"imId\":\"8ea3caf071bd3fb48b447ad70f1e47eb\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}', 'recruiter': {'recruiterName': '王女士', 'recruiterTitle': '人力经理', 'imId': '8ea3caf071bd3fb48b447ad70f1e47eb', 'imUserType': '2', 'chatted': False, 'recruiterId': '2ebffa63c40c1b0419ae7571864f2fce', 'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'}, 'comp': {'compId': 10190891, 'compName': '吉林惠升生物制药有限公司', 'compStage': 'A轮', 'compLogo': '61669ad2a2ad237852e81b9006u.png', 'compScale': '100-499人', 'compIndustry': '制药', 'link': 'https://www.liepin.com/company/10190891/'}, 'job': {'labels': [], 'refreshTime': '20230509163026', 'dq': '北京-西城区', 'jobId': '56880759', 'advViewFlag': False, 'jobKind': '2', 'salary': '30-50k', 'title': '中央市场部产品经理（SPM或PM）', 'topJob': False, 'link': 'https://www.liepin.com/job/1956880759.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireEduLevel': '本科', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=37', 'requireWorkYears': '3-5年'}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2256880761%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobKind%22%3A%222%22%7D', 'dataParams': '{\"userId\":\"2ebffa63c40c1b0419ae7571864f2fce\",\"jobId\":\"56880761\",\"recruiterName\":\"王女士\",\"imId\":\"8ea3caf071bd3fb48b447ad70f1e47eb\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}', 'recruiter': {'recruiterName': '王女士', 'recruiterTitle': '人力经理', 'imId': '8ea3caf071bd3fb48b447ad70f1e47eb', 'imUserType': '2', 'chatted': False, 'recruiterId': '2ebffa63c40c1b0419ae7571864f2fce', 'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'}, 'comp': {'compId': 10190891, 'compName': '吉林惠升生物制药有限公司', 'compStage': 'A轮', 'compLogo': '61669ad2a2ad237852e81b9006u.png', 'compScale': '100-499人', 'compIndustry': '制药', 'link': 'https://www.liepin.com/company/10190891/'}, 'job': {'labels': [], 'refreshTime': '20230509163026', 'dq': '上海-徐汇区', 'jobId': '56880761', 'advViewFlag': False, 'jobKind': '2', 'salary': '30-50k', 'title': '中央市场部产品经理（SPM或PM）', 'topJob': False, 'link': 'https://www.liepin.com/job/1956880761.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireEduLevel': '本科', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38', 'requireWorkYears': '3-5年'}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2255397809%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobKind%22%3A%222%22%7D', 'dataParams': '{\"userId\":\"82b656079372824a4b73c7d29c43d41f\",\"jobId\":\"55397809\",\"recruiterName\":\"陈女士\",\"imId\":\"3af8fdebe74dbbbe76f5ec2df67915bd\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}', 'recruiter': {'recruiterName': '陈女士', 'recruiterTitle': '招聘经理', 'imId': '3af8fdebe74dbbbe76f5ec2df67915bd', 'imUserType': '2', 'chatted': False, 'recruiterId': '82b656079372824a4b73c7d29c43d41f', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'}, 'comp': {'compId': 8494044, 'compName': '梅赛德斯-奔驰', 'compLogo': '643fbaa143179d0688cc8dc104u.png', 'compScale': '10000人以上', 'compIndustry': '整车制造', 'link': 'https://www.liepin.com/company/8494044/'}, 'job': {'labels': ['.NET', 'SystemVerilog', 'ECMAScript 6', 'ECMAScript', 'ES5'], 'refreshTime': '20230330082812', 'dq': '北京-朝阳区', 'jobId': '55397809', 'advViewFlag': False, 'jobKind': '2', 'salary': '薪资面议', 'title': 'Project & Product Manager of Autonomous Driving 自动驾驶项目及产品经理', 'topJob': False, 'link': 'https://www.liepin.com/job/1955397809.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireEduLevel': '统招本科', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39', 'requireWorkYears': '5-10年'}}], 'compList': []}, 'pagination': {'currentPage': 0, 'totalPage': 10, 'pageSize': 40, 'totalCounts': 806, 'hasNext': False}, 'passThroughData': {'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'sfrom': 'search_job_pc'}}}\n"
     ]
    }
   ],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"410\",\n",
    "            \"dq\": \"410\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=c6cb143f1dd942d6bd65b5fc30dd9455; __uuid=1679028387067.72; XSRF-TOKEN=UH8huvwpTv6t6qio3oBLOQ; __tlog=1680236490389.81%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=2760829b16802364916274153ea3634a30db54784953710df86b64d1b3fc3d; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1679028387,1679636666,1680236492; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1680236637',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "109a93b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f3751137",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>...</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.link</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.dataPromId</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"fe0e03c5ee4963e6d3d39f8d64fba8a0\",\"...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>86b6a18ce0a51aaf04612e645251413c</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>fe0e03c5ee4963e6d3d39f8d64fba8a0</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>7919617.0</td>\n",
       "      <td>...</td>\n",
       "      <td>20-29k</td>\n",
       "      <td>产品经理（功率器件）</td>\n",
       "      <td>True</td>\n",
       "      <td>https://www.liepin.com/job/1958578575.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"b08efadfe5d687900f2076b311ddf847\",\"...</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>招聘</td>\n",
       "      <td>108264d5fa6a55602980490a0cdf2257</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>b08efadfe5d687900f2076b311ddf847</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>552933.0</td>\n",
       "      <td>...</td>\n",
       "      <td>18-25k</td>\n",
       "      <td>产品经理(安全)</td>\n",
       "      <td>True</td>\n",
       "      <td>https://www.liepin.com/job/1958784427.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"a76132f7de140b016fc2b63f6bee1152\",\"...</td>\n",
       "      <td>赵先生</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>36395ab80eeb7d8353b510790bb3891f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>a76132f7de140b016fc2b63f6bee1152</td>\n",
       "      <td>625767bc4a223b009c6c870803u.png</td>\n",
       "      <td>12775557.0</td>\n",
       "      <td>...</td>\n",
       "      <td>25-30k·14薪</td>\n",
       "      <td>产品经理（照明类）</td>\n",
       "      <td>True</td>\n",
       "      <td>https://www.liepin.com/job/1957808865.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1950965433.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>硕士</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"2f5cc0d682e21213934f96da2524d014\",\"...</td>\n",
       "      <td>王女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>a613de29904fddeb9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>2f5cc0d682e21213934f96da2524d014</td>\n",
       "      <td>5bdf95698e50a3257f80c57c04a.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>产品经理 Product Manager</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/a/46086395.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"d4be0c7af21e622076f4668dbe33f725\",\"...</td>\n",
       "      <td>陈先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>4a4ece35206ffdf578f5885b11a76839</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>d4be0c7af21e622076f4668dbe33f725</td>\n",
       "      <td>57c4e9d345ce9f0a74a9b8cd04a.png</td>\n",
       "      <td>1072424.0</td>\n",
       "      <td>...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>Lazada-Data Product Manager-流量数据产品经理（深圳）</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1936908035.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>学历不限</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"3ebcddd9b3193ceafb68be0b3ae411e1\",\"...</td>\n",
       "      <td>鱼女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>05e66dde1f5469778fa263ed17de85b1</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>3ebcddd9b3193ceafb68be0b3ae411e1</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>3215924.0</td>\n",
       "      <td>...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>Product Manager / 产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1945447327.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"268b78cf04b4cef281e37a42dfcc231f\",\"...</td>\n",
       "      <td>邱先生</td>\n",
       "      <td>区域总经理</td>\n",
       "      <td>7ac9225ebe147c72937a45d7910778f0</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>268b78cf04b4cef281e37a42dfcc231f</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>12261483.0</td>\n",
       "      <td>...</td>\n",
       "      <td>16-21k</td>\n",
       "      <td>Product Manager (产品经理)</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1928814467.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"3d38444cf16082b86af796bc41f43a15\",\"...</td>\n",
       "      <td>叶女士</td>\n",
       "      <td>高级人事专员</td>\n",
       "      <td>993247f23540bc9a1118e52d65fb8ab7</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>3d38444cf16082b86af796bc41f43a15</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>8008979.0</td>\n",
       "      <td>...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>区域产品经理 Regional Product Manager</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1948531427.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>统招本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"a33e745673fe70bbcf259ecbaccfb9ed\",\"...</td>\n",
       "      <td>裴女士</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>aeba00aaaf3e9c08527a3bdaa9ebdbbf</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>a33e745673fe70bbcf259ecbaccfb9ed</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>8692143.0</td>\n",
       "      <td>...</td>\n",
       "      <td>25-50k</td>\n",
       "      <td>高级产品经理/总监（运动户外类）</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1956370579.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"8d3d2cbbc988a91d1073ef723884c5e3\",\"...</td>\n",
       "      <td>麦女士</td>\n",
       "      <td>高级HRBP</td>\n",
       "      <td>f9e571a86244581f160b5b344d4ef7b6</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>8d3d2cbbc988a91d1073ef723884c5e3</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>8523053.0</td>\n",
       "      <td>...</td>\n",
       "      <td>14-20k·15薪</td>\n",
       "      <td>PM 产品经理（Nvidia 产线 PM）</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1958658257.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>统招本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"71c77628a36ce9ebacc3c501f84828b0\",\"...</td>\n",
       "      <td>王女士</td>\n",
       "      <td>高级招聘顾问</td>\n",
       "      <td>5437e35e6c19932fe68ea511f8a9efc5</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>71c77628a36ce9ebacc3c501f84828b0</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>9496810.0</td>\n",
       "      <td>...</td>\n",
       "      <td>20-35k·16薪</td>\n",
       "      <td>IT&amp;D  Product Manager MOSC / Connectivity(MOSC...</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1958714137.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>统招本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"353e506e435b98110f03be3f8eb70477\",\"...</td>\n",
       "      <td>孙女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>7e851e39422316a9c051c4e7ef49e137</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>353e506e435b98110f03be3f8eb70477</td>\n",
       "      <td>6124674cfeab1239c90f01d601u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>20-22k·15薪</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/a/44892841.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"c2a29033a4fe825502099587be9f7a60\",\"...</td>\n",
       "      <td>祝女士</td>\n",
       "      <td>Regional Sr. HRBP</td>\n",
       "      <td>c5a554bd369f7ddac0e770cd23fcb1ad</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>c2a29033a4fe825502099587be9f7a60</td>\n",
       "      <td>60bef91a67e2645716093e3606u.png</td>\n",
       "      <td>8925182.0</td>\n",
       "      <td>...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>Product Manager 产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1932526369.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"c23fa04b1d9c26c183a78111077a1bb9\",\"...</td>\n",
       "      <td>李女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>a3c2ddb5cbf953fdadc1fe2bdf69258c</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>c23fa04b1d9c26c183a78111077a1bb9</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>12692677.0</td>\n",
       "      <td>...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>Product Owner（产品经理）</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1948915847.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>统招本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"837ab62c1f084d82ee8885bfb3c21038\",\"...</td>\n",
       "      <td>莫女士</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>0c122be63ff4cf4914a61a37fde98ddb</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>837ab62c1f084d82ee8885bfb3c21038</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>13284053.0</td>\n",
       "      <td>...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>Product Manager 产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1957513633.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>美股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"5a4c262d8885e9942c69f434aaa14096\",\"...</td>\n",
       "      <td>宋女士</td>\n",
       "      <td>人力资源专员/助理</td>\n",
       "      <td>ce7ccd785f8b8d8845913e3a4abf94f3</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5a4c262d8885e9942c69f434aaa14096</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>9705876.0</td>\n",
       "      <td>...</td>\n",
       "      <td>14-18k</td>\n",
       "      <td>产品经理（PM）</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1949536051.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"6ba963bf320d184de99485503740fff1\",\"...</td>\n",
       "      <td>孙女士</td>\n",
       "      <td>人力资源伙伴(HRBP)</td>\n",
       "      <td>7aa0d8a46d39fb2b62cb88e0a323364d</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>6ba963bf320d184de99485503740fff1</td>\n",
       "      <td>5a9f63498e509036ebf34f6d06a.png</td>\n",
       "      <td>8055349.0</td>\n",
       "      <td>...</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>产品经理(移动)（PM0001） (职位编号：PM0001)</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1956286627.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"bce8581b8a0525c1a6bf8d9316d88ed0\",\"...</td>\n",
       "      <td>王女士</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>72c409a596e0610454653d832f1178ac</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>bce8581b8a0525c1a6bf8d9316d88ed0</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>8941311.0</td>\n",
       "      <td>...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>互联网信贷产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1955976111.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"c85824609f5d24f887b6a0efe0f95114\",\"...</td>\n",
       "      <td>王女士</td>\n",
       "      <td></td>\n",
       "      <td>09f051254b501b62c15a5e4f528462cc</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>c85824609f5d24f887b6a0efe0f95114</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>8457924.0</td>\n",
       "      <td>...</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>产品经理（管理会计)</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1958606653.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"c680de1a3cee3bf025e0bf90184688b3\",\"...</td>\n",
       "      <td>马先生</td>\n",
       "      <td>hr主管</td>\n",
       "      <td>cd4881a0ca4e72908868111a467b66bb</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>c680de1a3cee3bf025e0bf90184688b3</td>\n",
       "      <td>6221c7f64c56d92afb77eebe03u.png</td>\n",
       "      <td>12250069.0</td>\n",
       "      <td>...</td>\n",
       "      <td>22-50k</td>\n",
       "      <td>Product Manager 资深电商产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1956742421.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>大专</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"d63f4978d5082c5a3c17040eac6965ff\",\"...</td>\n",
       "      <td>王先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>598e3261a17f043a9da65a0dc5ff9f3d</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>d63f4978d5082c5a3c17040eac6965ff</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>852976.0</td>\n",
       "      <td>...</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>高级产品经理PM（英语口语好）</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1957157065.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>统招本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"1a8d134495ec642f0ef1e946585a18a9\",\"...</td>\n",
       "      <td>钱女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>54d001c83b72632859a7d64ad9817c9f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>1a8d134495ec642f0ef1e946585a18a9</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>12269387.0</td>\n",
       "      <td>...</td>\n",
       "      <td>25-40k·14薪</td>\n",
       "      <td>Regional Product Manager Cranes APAC 亚太区随车吊产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1956729675.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"bd41282741832b495d14fcb327ba54e1\",\"...</td>\n",
       "      <td>吴先生</td>\n",
       "      <td>HR</td>\n",
       "      <td>273743b73b8b405cb8186adbf6c31dd6</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>bd41282741832b495d14fcb327ba54e1</td>\n",
       "      <td>6384709c34e8df2c1c647dda07u.png</td>\n",
       "      <td>9655065.0</td>\n",
       "      <td>...</td>\n",
       "      <td>11-18k</td>\n",
       "      <td>产品经理（PM模块）</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1953550065.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"1a8d134495ec642f0ef1e946585a18a9\",\"...</td>\n",
       "      <td>钱女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>54d001c83b72632859a7d64ad9817c9f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>1a8d134495ec642f0ef1e946585a18a9</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>12269387.0</td>\n",
       "      <td>...</td>\n",
       "      <td>25-40k·14薪</td>\n",
       "      <td>Regional Product Manager Cranes APAC   亚太区随车吊产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1957353437.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>硕士</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"c204e12c186b70d57858b553fb56c213\",\"...</td>\n",
       "      <td>刘先生</td>\n",
       "      <td>物联网解决方案事业部副总</td>\n",
       "      <td>c01b7239c29322d914c33c05749ae593</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>c204e12c186b70d57858b553fb56c213</td>\n",
       "      <td>616d0eaff3e81c74a137689a06u.png</td>\n",
       "      <td>10047697.0</td>\n",
       "      <td>...</td>\n",
       "      <td>13-18k·13薪</td>\n",
       "      <td>pm产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1944022163.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"176254c5f1d447743777b705dd5d8e90\",\"...</td>\n",
       "      <td>王女士</td>\n",
       "      <td>招聘HR</td>\n",
       "      <td>9a3fc72cb4dbc05999c4538f2a55bd77</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>176254c5f1d447743777b705dd5d8e90</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>7863078.0</td>\n",
       "      <td>...</td>\n",
       "      <td>35-80k</td>\n",
       "      <td>产品经理-用户安全和隐私 Product Manager - User Safety and...</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1958759627.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"64ad619618d438cff438b82dd3028b0c\",\"...</td>\n",
       "      <td>孙女士</td>\n",
       "      <td></td>\n",
       "      <td>67300386979fa3d6d6a9d1214a39013b</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>64ad619618d438cff438b82dd3028b0c</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>7978881.0</td>\n",
       "      <td>...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>Product Manager 产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1955089575.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"243d415a12abad30e1d708dd7b6c9ab7\",\"...</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>244c498c451abbc1063dfc1b00f6daab</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>243d415a12abad30e1d708dd7b6c9ab7</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>8083523.0</td>\n",
       "      <td>...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>Senior Product manager/高级产品经理 (MJ000752)</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1958241899.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"efd682ffb2d75c5f7925fbb0185fb9fb\",\"...</td>\n",
       "      <td>袁女士</td>\n",
       "      <td>HR Recruiting and Marketing</td>\n",
       "      <td>945255696d7beb2c1118e52d65fb8ab7</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>efd682ffb2d75c5f7925fbb0185fb9fb</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>8494044.0</td>\n",
       "      <td>...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>Project &amp; Product Manager of Autonomous Drivin...</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1953637209.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"243d415a12abad30e1d708dd7b6c9ab7\",\"...</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>244c498c451abbc1063dfc1b00f6daab</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>243d415a12abad30e1d708dd7b6c9ab7</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>8083523.0</td>\n",
       "      <td>...</td>\n",
       "      <td>25-35k·13薪</td>\n",
       "      <td>产品经理/digtal product manager</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1949370351.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"243d415a12abad30e1d708dd7b6c9ab7\",\"...</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>244c498c451abbc1063dfc1b00f6daab</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>243d415a12abad30e1d708dd7b6c9ab7</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>8083523.0</td>\n",
       "      <td>...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>Digital Product manager/二手车大客户产品经理 (MJ000704)</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1957643575.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"38c55ae8e3ae0ae1b21c737e8623b5ec\",\"...</td>\n",
       "      <td>武女士</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>112e412ba1711b76d0e00b26797bdaff</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>38c55ae8e3ae0ae1b21c737e8623b5ec</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>8626076.0</td>\n",
       "      <td>...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>产品经理，精品/附件/礼品 Product Manager, Merchandise/Acc...</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1957515285.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"e4c938271d9680180002a1a49c017b86\",\"...</td>\n",
       "      <td>朱女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>ab42d6e19660962567766a03c68ce883</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>e4c938271d9680180002a1a49c017b86</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>9876601.0</td>\n",
       "      <td>...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>产品经理PM</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1956650623.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>硕士</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"45ee3820daf9b3fc121ad3f07a8e8e65\",\"...</td>\n",
       "      <td>徐女士</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>fb7b9b70428bdf14ac365a663ca833da</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>45ee3820daf9b3fc121ad3f07a8e8e65</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>8921762.0</td>\n",
       "      <td>...</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>PM产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1957417687.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>大专</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"82b656079372824a4b73c7d29c43d41f\",\"...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>3af8fdebe74dbbbe76f5ec2df67915bd</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>82b656079372824a4b73c7d29c43d41f</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>8494044.0</td>\n",
       "      <td>...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>Project &amp; Product Manager of Autonomous Drivin...</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1955397811.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>统招本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"e103def01abd83afbf9520562afc3297\",\"...</td>\n",
       "      <td>谭女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>ec9a36b9bba9733b063dfc1b00f6daab</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>e103def01abd83afbf9520562afc3297</td>\n",
       "      <td>614bd971e16e7c5fcd618bb203u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>18-35k·15薪</td>\n",
       "      <td>Digital Product Manager 数字化产品经理</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/a/45076591.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"2ebffa63c40c1b0419ae7571864f2fce\",\"...</td>\n",
       "      <td>王女士</td>\n",
       "      <td>人力经理</td>\n",
       "      <td>8ea3caf071bd3fb48b447ad70f1e47eb</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>2ebffa63c40c1b0419ae7571864f2fce</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>10190891.0</td>\n",
       "      <td>...</td>\n",
       "      <td>30-50k</td>\n",
       "      <td>中央市场部产品经理（SPM或PM）</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1956880759.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"2ebffa63c40c1b0419ae7571864f2fce\",\"...</td>\n",
       "      <td>王女士</td>\n",
       "      <td>人力经理</td>\n",
       "      <td>8ea3caf071bd3fb48b447ad70f1e47eb</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>2ebffa63c40c1b0419ae7571864f2fce</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>10190891.0</td>\n",
       "      <td>...</td>\n",
       "      <td>30-50k</td>\n",
       "      <td>中央市场部产品经理（SPM或PM）</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1956880761.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"82b656079372824a4b73c7d29c43d41f\",\"...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>3af8fdebe74dbbbe76f5ec2df67915bd</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>82b656079372824a4b73c7d29c43d41f</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>8494044.0</td>\n",
       "      <td>...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>Project &amp; Product Manager of Autonomous Drivin...</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1955397809.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>统招本科</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
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       "1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "\n",
       "                                           dataParams recruiter.recruiterName  \\\n",
       "0   {\"userId\":\"fe0e03c5ee4963e6d3d39f8d64fba8a0\",\"...                     陈女士   \n",
       "1   {\"userId\":\"b08efadfe5d687900f2076b311ddf847\",\"...                     刘女士   \n",
       "2   {\"userId\":\"a76132f7de140b016fc2b63f6bee1152\",\"...                     赵先生   \n",
       "3   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...                     吴女士   \n",
       "4   {\"userId\":\"2f5cc0d682e21213934f96da2524d014\",\"...                     王女士   \n",
       "5   {\"userId\":\"d4be0c7af21e622076f4668dbe33f725\",\"...                     陈先生   \n",
       "6   {\"userId\":\"3ebcddd9b3193ceafb68be0b3ae411e1\",\"...                     鱼女士   \n",
       "7   {\"userId\":\"268b78cf04b4cef281e37a42dfcc231f\",\"...                     邱先生   \n",
       "8   {\"userId\":\"3d38444cf16082b86af796bc41f43a15\",\"...                     叶女士   \n",
       "9   {\"userId\":\"a33e745673fe70bbcf259ecbaccfb9ed\",\"...                     裴女士   \n",
       "10  {\"userId\":\"8d3d2cbbc988a91d1073ef723884c5e3\",\"...                     麦女士   \n",
       "11  {\"userId\":\"71c77628a36ce9ebacc3c501f84828b0\",\"...                     王女士   \n",
       "12  {\"userId\":\"353e506e435b98110f03be3f8eb70477\",\"...                     孙女士   \n",
       "13  {\"userId\":\"c2a29033a4fe825502099587be9f7a60\",\"...                     祝女士   \n",
       "14  {\"userId\":\"c23fa04b1d9c26c183a78111077a1bb9\",\"...                     李女士   \n",
       "15  {\"userId\":\"837ab62c1f084d82ee8885bfb3c21038\",\"...                     莫女士   \n",
       "16  {\"userId\":\"5a4c262d8885e9942c69f434aaa14096\",\"...                     宋女士   \n",
       "17  {\"userId\":\"6ba963bf320d184de99485503740fff1\",\"...                     孙女士   \n",
       "18  {\"userId\":\"bce8581b8a0525c1a6bf8d9316d88ed0\",\"...                     王女士   \n",
       "19  {\"userId\":\"c85824609f5d24f887b6a0efe0f95114\",\"...                     王女士   \n",
       "20  {\"userId\":\"c680de1a3cee3bf025e0bf90184688b3\",\"...                     马先生   \n",
       "21  {\"userId\":\"d63f4978d5082c5a3c17040eac6965ff\",\"...                     王先生   \n",
       "22  {\"userId\":\"1a8d134495ec642f0ef1e946585a18a9\",\"...                     钱女士   \n",
       "23  {\"userId\":\"bd41282741832b495d14fcb327ba54e1\",\"...                     吴先生   \n",
       "24  {\"userId\":\"1a8d134495ec642f0ef1e946585a18a9\",\"...                     钱女士   \n",
       "25  {\"userId\":\"c204e12c186b70d57858b553fb56c213\",\"...                     刘先生   \n",
       "26  {\"userId\":\"176254c5f1d447743777b705dd5d8e90\",\"...                     王女士   \n",
       "27  {\"userId\":\"64ad619618d438cff438b82dd3028b0c\",\"...                     孙女士   \n",
       "28  {\"userId\":\"243d415a12abad30e1d708dd7b6c9ab7\",\"...                     刘女士   \n",
       "29  {\"userId\":\"efd682ffb2d75c5f7925fbb0185fb9fb\",\"...                     袁女士   \n",
       "30  {\"userId\":\"243d415a12abad30e1d708dd7b6c9ab7\",\"...                     刘女士   \n",
       "31  {\"userId\":\"243d415a12abad30e1d708dd7b6c9ab7\",\"...                     刘女士   \n",
       "32  {\"userId\":\"38c55ae8e3ae0ae1b21c737e8623b5ec\",\"...                     武女士   \n",
       "33  {\"userId\":\"e4c938271d9680180002a1a49c017b86\",\"...                     朱女士   \n",
       "34  {\"userId\":\"45ee3820daf9b3fc121ad3f07a8e8e65\",\"...                     徐女士   \n",
       "35  {\"userId\":\"82b656079372824a4b73c7d29c43d41f\",\"...                     陈女士   \n",
       "36  {\"userId\":\"e103def01abd83afbf9520562afc3297\",\"...                     谭女士   \n",
       "37  {\"userId\":\"2ebffa63c40c1b0419ae7571864f2fce\",\"...                     王女士   \n",
       "38  {\"userId\":\"2ebffa63c40c1b0419ae7571864f2fce\",\"...                     王女士   \n",
       "39  {\"userId\":\"82b656079372824a4b73c7d29c43d41f\",\"...                     陈女士   \n",
       "\n",
       "       recruiter.recruiterTitle                    recruiter.imId  \\\n",
       "0                          招聘主管  86b6a18ce0a51aaf04612e645251413c   \n",
       "1                            招聘  108264d5fa6a55602980490a0cdf2257   \n",
       "2                          招聘主管  36395ab80eeb7d8353b510790bb3891f   \n",
       "3                 HR Specialist  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       "4                          猎头顾问  a613de29904fddeb9427b88c78d2ff1f   \n",
       "5                          招聘经理  4a4ece35206ffdf578f5885b11a76839   \n",
       "6                            HR  05e66dde1f5469778fa263ed17de85b1   \n",
       "7                         区域总经理  7ac9225ebe147c72937a45d7910778f0   \n",
       "8                        高级人事专员  993247f23540bc9a1118e52d65fb8ab7   \n",
       "9                        人力资源经理  aeba00aaaf3e9c08527a3bdaa9ebdbbf   \n",
       "10                       高级HRBP  f9e571a86244581f160b5b344d4ef7b6   \n",
       "11                       高级招聘顾问  5437e35e6c19932fe68ea511f8a9efc5   \n",
       "12                         猎头顾问  7e851e39422316a9c051c4e7ef49e137   \n",
       "13            Regional Sr. HRBP  c5a554bd369f7ddac0e770cd23fcb1ad   \n",
       "14                         招聘专员  a3c2ddb5cbf953fdadc1fe2bdf69258c   \n",
       "15                         人事经理  0c122be63ff4cf4914a61a37fde98ddb   \n",
       "16                    人力资源专员/助理  ce7ccd785f8b8d8845913e3a4abf94f3   \n",
       "17                 人力资源伙伴(HRBP)  7aa0d8a46d39fb2b62cb88e0a323364d   \n",
       "18                         HRBP  72c409a596e0610454653d832f1178ac   \n",
       "19                               09f051254b501b62c15a5e4f528462cc   \n",
       "20                         hr主管  cd4881a0ca4e72908868111a467b66bb   \n",
       "21                         招聘经理  598e3261a17f043a9da65a0dc5ff9f3d   \n",
       "22                         招聘专员  54d001c83b72632859a7d64ad9817c9f   \n",
       "23                           HR  273743b73b8b405cb8186adbf6c31dd6   \n",
       "24                         招聘专员  54d001c83b72632859a7d64ad9817c9f   \n",
       "25                 物联网解决方案事业部副总  c01b7239c29322d914c33c05749ae593   \n",
       "26                         招聘HR  9a3fc72cb4dbc05999c4538f2a55bd77   \n",
       "27                               67300386979fa3d6d6a9d1214a39013b   \n",
       "28                           HR  244c498c451abbc1063dfc1b00f6daab   \n",
       "29  HR Recruiting and Marketing  945255696d7beb2c1118e52d65fb8ab7   \n",
       "30                           HR  244c498c451abbc1063dfc1b00f6daab   \n",
       "31                           HR  244c498c451abbc1063dfc1b00f6daab   \n",
       "32                         招聘主管  112e412ba1711b76d0e00b26797bdaff   \n",
       "33                           HR  ab42d6e19660962567766a03c68ce883   \n",
       "34                         人事经理  fb7b9b70428bdf14ac365a663ca833da   \n",
       "35                         招聘经理  3af8fdebe74dbbbe76f5ec2df67915bd   \n",
       "36                         猎头顾问  ec9a36b9bba9733b063dfc1b00f6daab   \n",
       "37                         人力经理  8ea3caf071bd3fb48b447ad70f1e47eb   \n",
       "38                         人力经理  8ea3caf071bd3fb48b447ad70f1e47eb   \n",
       "39                         招聘经理  3af8fdebe74dbbbe76f5ec2df67915bd   \n",
       "\n",
       "   recruiter.imUserType  recruiter.chatted             recruiter.recruiterId  \\\n",
       "0                     2              False  fe0e03c5ee4963e6d3d39f8d64fba8a0   \n",
       "1                     2              False  b08efadfe5d687900f2076b311ddf847   \n",
       "2                     2              False  a76132f7de140b016fc2b63f6bee1152   \n",
       "3                     2              False  14799e1bef289c70aa9b550257de7ea8   \n",
       "4                     2              False  2f5cc0d682e21213934f96da2524d014   \n",
       "5                     2              False  d4be0c7af21e622076f4668dbe33f725   \n",
       "6                     2              False  3ebcddd9b3193ceafb68be0b3ae411e1   \n",
       "7                     2              False  268b78cf04b4cef281e37a42dfcc231f   \n",
       "8                     2              False  3d38444cf16082b86af796bc41f43a15   \n",
       "9                     2              False  a33e745673fe70bbcf259ecbaccfb9ed   \n",
       "10                    2              False  8d3d2cbbc988a91d1073ef723884c5e3   \n",
       "11                    2              False  71c77628a36ce9ebacc3c501f84828b0   \n",
       "12                    2              False  353e506e435b98110f03be3f8eb70477   \n",
       "13                    2              False  c2a29033a4fe825502099587be9f7a60   \n",
       "14                    2              False  c23fa04b1d9c26c183a78111077a1bb9   \n",
       "15                    2              False  837ab62c1f084d82ee8885bfb3c21038   \n",
       "16                    2              False  5a4c262d8885e9942c69f434aaa14096   \n",
       "17                    2              False  6ba963bf320d184de99485503740fff1   \n",
       "18                    2              False  bce8581b8a0525c1a6bf8d9316d88ed0   \n",
       "19                    2              False  c85824609f5d24f887b6a0efe0f95114   \n",
       "20                    2              False  c680de1a3cee3bf025e0bf90184688b3   \n",
       "21                    2              False  d63f4978d5082c5a3c17040eac6965ff   \n",
       "22                    2              False  1a8d134495ec642f0ef1e946585a18a9   \n",
       "23                    2              False  bd41282741832b495d14fcb327ba54e1   \n",
       "24                    2              False  1a8d134495ec642f0ef1e946585a18a9   \n",
       "25                    2              False  c204e12c186b70d57858b553fb56c213   \n",
       "26                    2              False  176254c5f1d447743777b705dd5d8e90   \n",
       "27                    2              False  64ad619618d438cff438b82dd3028b0c   \n",
       "28                    2              False  243d415a12abad30e1d708dd7b6c9ab7   \n",
       "29                    2              False  efd682ffb2d75c5f7925fbb0185fb9fb   \n",
       "30                    2              False  243d415a12abad30e1d708dd7b6c9ab7   \n",
       "31                    2              False  243d415a12abad30e1d708dd7b6c9ab7   \n",
       "32                    2              False  38c55ae8e3ae0ae1b21c737e8623b5ec   \n",
       "33                    2              False  e4c938271d9680180002a1a49c017b86   \n",
       "34                    2              False  45ee3820daf9b3fc121ad3f07a8e8e65   \n",
       "35                    2              False  82b656079372824a4b73c7d29c43d41f   \n",
       "36                    2              False  e103def01abd83afbf9520562afc3297   \n",
       "37                    2              False  2ebffa63c40c1b0419ae7571864f2fce   \n",
       "38                    2              False  2ebffa63c40c1b0419ae7571864f2fce   \n",
       "39                    2              False  82b656079372824a4b73c7d29c43d41f   \n",
       "\n",
       "           recruiter.recruiterPhoto  comp.compId  ...  job.salary  \\\n",
       "0   5f8f986779c7cc70efbf36c008u.jpg    7919617.0  ...      20-29k   \n",
       "1   5f8f9866dfb13a7dee342f1808u.jpg     552933.0  ...      18-25k   \n",
       "2   625767bc4a223b009c6c870803u.png   12775557.0  ...  25-30k·14薪   \n",
       "3   5f8f98648dbe6273dcf8515508u.jpg    8112968.0  ...        薪资面议   \n",
       "4   5bdf95698e50a3257f80c57c04a.png          NaN  ...      10-15k   \n",
       "5   57c4e9d345ce9f0a74a9b8cd04a.png    1072424.0  ...        薪资面议   \n",
       "6   5f8f98648dbe6273dcf8515508u.jpg    3215924.0  ...        薪资面议   \n",
       "7   5f8f986aea60860b75384fab08u.jpg   12261483.0  ...      16-21k   \n",
       "8   5f8f98648dbe6273dcf8515508u.jpg    8008979.0  ...        薪资面议   \n",
       "9   5f8f98648dbe6273dcf8515508u.jpg    8692143.0  ...      25-50k   \n",
       "10  5f8f9865ea60860b75384fa508u.jpg    8523053.0  ...  14-20k·15薪   \n",
       "11  5f8f98648dbe6273dcf8515508u.jpg    9496810.0  ...  20-35k·16薪   \n",
       "12  6124674cfeab1239c90f01d601u.png          NaN  ...  20-22k·15薪   \n",
       "13  60bef91a67e2645716093e3606u.png    8925182.0  ...        薪资面议   \n",
       "14  5f8f9866dfb13a7dee342f1808u.jpg   12692677.0  ...        薪资面议   \n",
       "15  5f8f9863f6d1ab58476f246a08u.jpg   13284053.0  ...        薪资面议   \n",
       "16  5f8f98648dbe6273dcf8515508u.jpg    9705876.0  ...      14-18k   \n",
       "17  5a9f63498e509036ebf34f6d06a.png    8055349.0  ...      15-30k   \n",
       "18  5f8f98648dbe6273dcf8515508u.jpg    8941311.0  ...        薪资面议   \n",
       "19  5f8f986779c7cc70efbf36c008u.jpg    8457924.0  ...      20-25k   \n",
       "20  6221c7f64c56d92afb77eebe03u.png   12250069.0  ...      22-50k   \n",
       "21  5f8f986bdfb13a7dee342f2108u.jpg     852976.0  ...      20-40k   \n",
       "22  5f8f98648dbe6273dcf8515508u.jpg   12269387.0  ...  25-40k·14薪   \n",
       "23  6384709c34e8df2c1c647dda07u.png    9655065.0  ...      11-18k   \n",
       "24  5f8f98648dbe6273dcf8515508u.jpg   12269387.0  ...  25-40k·14薪   \n",
       "25  616d0eaff3e81c74a137689a06u.png   10047697.0  ...  13-18k·13薪   \n",
       "26  5f8f9866dfb13a7dee342f1808u.jpg    7863078.0  ...      35-80k   \n",
       "27  5f8f9863f6d1ab58476f246a08u.jpg    7978881.0  ...        薪资面议   \n",
       "28  5f8f9866dfb13a7dee342f1808u.jpg    8083523.0  ...        薪资面议   \n",
       "29  5f8f98648dbe6273dcf8515508u.jpg    8494044.0  ...        薪资面议   \n",
       "30  5f8f9866dfb13a7dee342f1808u.jpg    8083523.0  ...  25-35k·13薪   \n",
       "31  5f8f9866dfb13a7dee342f1808u.jpg    8083523.0  ...        薪资面议   \n",
       "32  5f8f9863f6d1ab58476f246a08u.jpg    8626076.0  ...        薪资面议   \n",
       "33  5f8f986779c7cc70efbf36c008u.jpg    9876601.0  ...        薪资面议   \n",
       "34  5f8f9866dfb13a7dee342f1808u.jpg    8921762.0  ...      15-30k   \n",
       "35  5f8f986779c7cc70efbf36c008u.jpg    8494044.0  ...        薪资面议   \n",
       "36  614bd971e16e7c5fcd618bb203u.jpg          NaN  ...  18-35k·15薪   \n",
       "37  5f8f98648dbe6273dcf8515508u.jpg   10190891.0  ...      30-50k   \n",
       "38  5f8f98648dbe6273dcf8515508u.jpg   10190891.0  ...      30-50k   \n",
       "39  5f8f986779c7cc70efbf36c008u.jpg    8494044.0  ...        薪资面议   \n",
       "\n",
       "                                            job.title job.topJob  \\\n",
       "0                                          产品经理（功率器件）       True   \n",
       "1                                            产品经理(安全)       True   \n",
       "2                                           产品经理（照明类）       True   \n",
       "3                         产品经理（化妆品原料）/Product Manager      False   \n",
       "4                                产品经理 Product Manager      False   \n",
       "5            Lazada-Data Product Manager-流量数据产品经理（深圳）      False   \n",
       "6                              Product Manager / 产品经理      False   \n",
       "7                              Product Manager (产品经理)      False   \n",
       "8                     区域产品经理 Regional Product Manager      False   \n",
       "9                                    高级产品经理/总监（运动户外类）      False   \n",
       "10                              PM 产品经理（Nvidia 产线 PM）      False   \n",
       "11  IT&D  Product Manager MOSC / Connectivity(MOSC...      False   \n",
       "12                                产品经理Product Manager      False   \n",
       "13                               Product Manager 产品经理      False   \n",
       "14                                Product Owner（产品经理）      False   \n",
       "15                               Product Manager 产品经理      False   \n",
       "16                                           产品经理（PM）      False   \n",
       "17                     产品经理(移动)（PM0001） (职位编号：PM0001)      False   \n",
       "18                                          互联网信贷产品经理      False   \n",
       "19                                         产品经理（管理会计)      False   \n",
       "20                           Product Manager 资深电商产品经理      False   \n",
       "21                                    高级产品经理PM（英语口语好）      False   \n",
       "22    Regional Product Manager Cranes APAC 亚太区随车吊产品经理      False   \n",
       "23                                         产品经理（PM模块）      False   \n",
       "24  Regional Product Manager Cranes APAC   亚太区随车吊产品经理      False   \n",
       "25                                             pm产品经理      False   \n",
       "26  产品经理-用户安全和隐私 Product Manager - User Safety and...      False   \n",
       "27                               Product Manager 产品经理      False   \n",
       "28           Senior Product manager/高级产品经理 (MJ000752)      False   \n",
       "29  Project & Product Manager of Autonomous Drivin...      False   \n",
       "30                        产品经理/digtal product manager      False   \n",
       "31      Digital Product manager/二手车大客户产品经理 (MJ000704)      False   \n",
       "32  产品经理，精品/附件/礼品 Product Manager, Merchandise/Acc...      False   \n",
       "33                                             产品经理PM      False   \n",
       "34                                             PM产品经理      False   \n",
       "35  Project & Product Manager of Autonomous Drivin...      False   \n",
       "36                    Digital Product Manager 数字化产品经理      False   \n",
       "37                                  中央市场部产品经理（SPM或PM）      False   \n",
       "38                                  中央市场部产品经理（SPM或PM）      False   \n",
       "39  Project & Product Manager of Autonomous Drivin...      False   \n",
       "\n",
       "                                       job.link job.pcOuterLink  \\\n",
       "0   https://www.liepin.com/job/1958578575.shtml                   \n",
       "1   https://www.liepin.com/job/1958784427.shtml                   \n",
       "2   https://www.liepin.com/job/1957808865.shtml                   \n",
       "3   https://www.liepin.com/job/1950965433.shtml                   \n",
       "4       https://www.liepin.com/a/46086395.shtml             NaN   \n",
       "5   https://www.liepin.com/job/1936908035.shtml                   \n",
       "6   https://www.liepin.com/job/1945447327.shtml                   \n",
       "7   https://www.liepin.com/job/1928814467.shtml                   \n",
       "8   https://www.liepin.com/job/1948531427.shtml                   \n",
       "9   https://www.liepin.com/job/1956370579.shtml                   \n",
       "10  https://www.liepin.com/job/1958658257.shtml                   \n",
       "11  https://www.liepin.com/job/1958714137.shtml                   \n",
       "12      https://www.liepin.com/a/44892841.shtml             NaN   \n",
       "13  https://www.liepin.com/job/1932526369.shtml                   \n",
       "14  https://www.liepin.com/job/1948915847.shtml                   \n",
       "15  https://www.liepin.com/job/1957513633.shtml                   \n",
       "16  https://www.liepin.com/job/1949536051.shtml                   \n",
       "17  https://www.liepin.com/job/1956286627.shtml                   \n",
       "18  https://www.liepin.com/job/1955976111.shtml                   \n",
       "19  https://www.liepin.com/job/1958606653.shtml                   \n",
       "20  https://www.liepin.com/job/1956742421.shtml                   \n",
       "21  https://www.liepin.com/job/1957157065.shtml                   \n",
       "22  https://www.liepin.com/job/1956729675.shtml                   \n",
       "23  https://www.liepin.com/job/1953550065.shtml                   \n",
       "24  https://www.liepin.com/job/1957353437.shtml                   \n",
       "25  https://www.liepin.com/job/1944022163.shtml                   \n",
       "26  https://www.liepin.com/job/1958759627.shtml                   \n",
       "27  https://www.liepin.com/job/1955089575.shtml                   \n",
       "28  https://www.liepin.com/job/1958241899.shtml                   \n",
       "29  https://www.liepin.com/job/1953637209.shtml                   \n",
       "30  https://www.liepin.com/job/1949370351.shtml                   \n",
       "31  https://www.liepin.com/job/1957643575.shtml                   \n",
       "32  https://www.liepin.com/job/1957515285.shtml                   \n",
       "33  https://www.liepin.com/job/1956650623.shtml                   \n",
       "34  https://www.liepin.com/job/1957417687.shtml                   \n",
       "35  https://www.liepin.com/job/1955397811.shtml                   \n",
       "36      https://www.liepin.com/a/45076591.shtml             NaN   \n",
       "37  https://www.liepin.com/job/1956880759.shtml                   \n",
       "38  https://www.liepin.com/job/1956880761.shtml                   \n",
       "39  https://www.liepin.com/job/1955397809.shtml                   \n",
       "\n",
       "   job.h5OuterLink job.requireEduLevel  \\\n",
       "0                                   本科   \n",
       "1                                   本科   \n",
       "2                                   本科   \n",
       "3                                   硕士   \n",
       "4              NaN                学历不限   \n",
       "5                                 学历不限   \n",
       "6                                   本科   \n",
       "7                                   本科   \n",
       "8                                 统招本科   \n",
       "9                                   本科   \n",
       "10                                统招本科   \n",
       "11                                统招本科   \n",
       "12             NaN               本科及以上   \n",
       "13                                  本科   \n",
       "14                                统招本科   \n",
       "15                                  本科   \n",
       "16                                  本科   \n",
       "17                                  本科   \n",
       "18                                  本科   \n",
       "19                                  本科   \n",
       "20                                  大专   \n",
       "21                                统招本科   \n",
       "22                                  本科   \n",
       "23                                  本科   \n",
       "24                                  硕士   \n",
       "25                                  本科   \n",
       "26                                  本科   \n",
       "27                                  本科   \n",
       "28                                  本科   \n",
       "29                                  本科   \n",
       "30                                  本科   \n",
       "31                                  本科   \n",
       "32                                  本科   \n",
       "33                                  硕士   \n",
       "34                                  大专   \n",
       "35                                统招本科   \n",
       "36             NaN               本科及以上   \n",
       "37                                  本科   \n",
       "38                                  本科   \n",
       "39                                统招本科   \n",
       "\n",
       "                                       job.dataPromId job.requireWorkYears  \\\n",
       "0   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                5-10年   \n",
       "1   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                5-10年   \n",
       "2   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                 3-5年   \n",
       "3   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                 3-5年   \n",
       "4   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                 3-5年   \n",
       "5   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                5-10年   \n",
       "6   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                 经验不限   \n",
       "7   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                 3-5年   \n",
       "8   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                10年以上   \n",
       "9   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                5-10年   \n",
       "10  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                 3-5年   \n",
       "11  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                 经验不限   \n",
       "12  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                 3-5年   \n",
       "13  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                5-10年   \n",
       "14  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                 3-5年   \n",
       "15  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                5-10年   \n",
       "16  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                 1-3年   \n",
       "17  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                 3-5年   \n",
       "18  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                 3-5年   \n",
       "19  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                5-10年   \n",
       "20  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                5-10年   \n",
       "21  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                 3-5年   \n",
       "22  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                5-10年   \n",
       "23  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                 3-5年   \n",
       "24  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                5-10年   \n",
       "25  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                 经验不限   \n",
       "26  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                5-10年   \n",
       "27  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                5-10年   \n",
       "28  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                 经验不限   \n",
       "29  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                 经验不限   \n",
       "30  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                5-10年   \n",
       "31  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                 经验不限   \n",
       "32  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                5-10年   \n",
       "33  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                5-10年   \n",
       "34  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                 3-5年   \n",
       "35  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                5-10年   \n",
       "36  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                 3-5年   \n",
       "37  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                 3-5年   \n",
       "38  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                 3-5年   \n",
       "39  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                5-10年   \n",
       "\n",
       "    comp.compStage  \n",
       "0              NaN  \n",
       "1              NaN  \n",
       "2               其他  \n",
       "3              NaN  \n",
       "4              NaN  \n",
       "5             港股上市  \n",
       "6               C轮  \n",
       "7              NaN  \n",
       "8              NaN  \n",
       "9               A轮  \n",
       "10             NaN  \n",
       "11             NaN  \n",
       "12             NaN  \n",
       "13              D轮  \n",
       "14             NaN  \n",
       "15            美股上市  \n",
       "16              B轮  \n",
       "17              其他  \n",
       "18             NaN  \n",
       "19              D轮  \n",
       "20           融资未公开  \n",
       "21             NaN  \n",
       "22             NaN  \n",
       "23              A轮  \n",
       "24             NaN  \n",
       "25              D轮  \n",
       "26              其他  \n",
       "27             NaN  \n",
       "28             NaN  \n",
       "29             NaN  \n",
       "30             NaN  \n",
       "31             NaN  \n",
       "32             NaN  \n",
       "33            港股上市  \n",
       "34             NaN  \n",
       "35             NaN  \n",
       "36             已上市  \n",
       "37              A轮  \n",
       "38              A轮  \n",
       "39             NaN  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(response_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "77ace1d2",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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